Dataset statistics
| Number of variables | 33 |
|---|---|
| Number of observations | 7043 |
| Missing cells | 5174 |
| Missing cells (%) | 2.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 10.5 MiB |
| Average record size in memory | 1.5 KiB |
Variable types
| CAT | 17 |
|---|---|
| BOOL | 8 |
| NUM | 7 |
| UNSUPPORTED | 1 |
Count has constant value "7043" | Constant |
Country has constant value "7043" | Constant |
State has constant value "7043" | Constant |
City has a high cardinality: 1129 distinct values | High cardinality |
Lat Long has a high cardinality: 1652 distinct values | High cardinality |
Churn Reason has 5174 (73.5%) missing values | Missing |
Lat Long is uniformly distributed | Uniform |
CustomerID has unique values | Unique |
Total Charges is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
| Analysis started | 2021-10-27 20:45:37.198837 |
|---|---|
| Analysis finished | 2021-10-27 20:45:47.586957 |
| Duration | 10.39 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 7043 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 5555-RNPGT | 1 |
|---|---|
| 3181-VTHOE | 1 |
| 1113-IUJYX | 1 |
| 6253-WRFHY | 1 |
| 6253-GNHWH | 1 |
| Other values (7038) |
| Value | Count | Frequency (%) | |
| 5555-RNPGT | 1 | < 0.1% | |
| 3181-VTHOE | 1 | < 0.1% | |
| 1113-IUJYX | 1 | < 0.1% | |
| 6253-WRFHY | 1 | < 0.1% | |
| 6253-GNHWH | 1 | < 0.1% | |
| 6599-SFQVE | 1 | < 0.1% | |
| 0859-YGKFW | 1 | < 0.1% | |
| 2558-BUOZZ | 1 | < 0.1% | |
| 1325-USMEC | 1 | < 0.1% | |
| 3146-JTQHR | 1 | < 0.1% | |
| 3129-AAQOU | 1 | < 0.1% | |
| 6258-PVZWJ | 1 | < 0.1% | |
| 7541-YLXCL | 1 | < 0.1% | |
| 5141-ZUVBH | 1 | < 0.1% | |
| 2898-LSJGD | 1 | < 0.1% | |
| 4878-BUNFV | 1 | < 0.1% | |
| 0936-NQLJU | 1 | < 0.1% | |
| 8263-OKETD | 1 | < 0.1% | |
| 4112-LUEIZ | 1 | < 0.1% | |
| 7267-FRMJW | 1 | < 0.1% | |
| 1834-WULEG | 1 | < 0.1% | |
| 5073-WXOYN | 1 | < 0.1% | |
| 1785-BPHTP | 1 | < 0.1% | |
| 5649-RXQTV | 1 | < 0.1% | |
| 9200-NLNPD | 1 | < 0.1% | |
| Other values (7018) | 7018 | 99.6% |
Unique
| Unique | 7043 ? |
|---|---|
| Unique (%) | 100.0% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Most occurring characters
| Value | Count | Frequency (%) | |
| - | 7043 | 10.0% | |
| 2 | 2901 | 4.1% | |
| 9 | 2881 | 4.1% | |
| 6 | 2870 | 4.1% | |
| 7 | 2836 | 4.0% | |
| 0 | 2831 | 4.0% | |
| 8 | 2812 | 4.0% | |
| 5 | 2810 | 4.0% | |
| 3 | 2791 | 4.0% | |
| 1 | 2726 | 3.9% | |
| 4 | 2714 | 3.9% | |
| O | 1442 | 2.0% | |
| H | 1396 | 2.0% | |
| B | 1393 | 2.0% | |
| S | 1386 | 2.0% | |
| V | 1382 | 2.0% | |
| T | 1374 | 2.0% | |
| C | 1368 | 1.9% | |
| Z | 1368 | 1.9% | |
| K | 1363 | 1.9% | |
| F | 1363 | 1.9% | |
| L | 1363 | 1.9% | |
| E | 1361 | 1.9% | |
| N | 1361 | 1.9% | |
| D | 1357 | 1.9% | |
| Other values (12) | 15938 | 22.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 35215 | 50.0% | |
| Decimal Number | 28172 | 40.0% | |
| Dash Punctuation | 7043 | 10.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 2901 | 10.3% | |
| 9 | 2881 | 10.2% | |
| 6 | 2870 | 10.2% | |
| 7 | 2836 | 10.1% | |
| 0 | 2831 | 10.0% | |
| 8 | 2812 | 10.0% | |
| 5 | 2810 | 10.0% | |
| 3 | 2791 | 9.9% | |
| 1 | 2726 | 9.7% | |
| 4 | 2714 | 9.6% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 7043 | 100.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| O | 1442 | 4.1% | |
| H | 1396 | 4.0% | |
| B | 1393 | 4.0% | |
| S | 1386 | 3.9% | |
| V | 1382 | 3.9% | |
| T | 1374 | 3.9% | |
| C | 1368 | 3.9% | |
| Z | 1368 | 3.9% | |
| K | 1363 | 3.9% | |
| F | 1363 | 3.9% | |
| L | 1363 | 3.9% | |
| E | 1361 | 3.9% | |
| N | 1361 | 3.9% | |
| D | 1357 | 3.9% | |
| R | 1355 | 3.8% | |
| Q | 1353 | 3.8% | |
| M | 1352 | 3.8% | |
| Y | 1350 | 3.8% | |
| G | 1350 | 3.8% | |
| A | 1346 | 3.8% | |
| W | 1337 | 3.8% | |
| J | 1329 | 3.8% | |
| P | 1323 | 3.8% | |
| U | 1299 | 3.7% | |
| I | 1283 | 3.6% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 35215 | 50.0% | |
| Latin | 35215 | 50.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| - | 7043 | 20.0% | |
| 2 | 2901 | 8.2% | |
| 9 | 2881 | 8.2% | |
| 6 | 2870 | 8.1% | |
| 7 | 2836 | 8.1% | |
| 0 | 2831 | 8.0% | |
| 8 | 2812 | 8.0% | |
| 5 | 2810 | 8.0% | |
| 3 | 2791 | 7.9% | |
| 1 | 2726 | 7.7% | |
| 4 | 2714 | 7.7% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| O | 1442 | 4.1% | |
| H | 1396 | 4.0% | |
| B | 1393 | 4.0% | |
| S | 1386 | 3.9% | |
| V | 1382 | 3.9% | |
| T | 1374 | 3.9% | |
| C | 1368 | 3.9% | |
| Z | 1368 | 3.9% | |
| K | 1363 | 3.9% | |
| F | 1363 | 3.9% | |
| L | 1363 | 3.9% | |
| E | 1361 | 3.9% | |
| N | 1361 | 3.9% | |
| D | 1357 | 3.9% | |
| R | 1355 | 3.8% | |
| Q | 1353 | 3.8% | |
| M | 1352 | 3.8% | |
| Y | 1350 | 3.8% | |
| G | 1350 | 3.8% | |
| A | 1346 | 3.8% | |
| W | 1337 | 3.8% | |
| J | 1329 | 3.8% | |
| P | 1323 | 3.8% | |
| U | 1299 | 3.7% | |
| I | 1283 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 70430 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| - | 7043 | 10.0% | |
| 2 | 2901 | 4.1% | |
| 9 | 2881 | 4.1% | |
| 6 | 2870 | 4.1% | |
| 7 | 2836 | 4.0% | |
| 0 | 2831 | 4.0% | |
| 8 | 2812 | 4.0% | |
| 5 | 2810 | 4.0% | |
| 3 | 2791 | 4.0% | |
| 1 | 2726 | 3.9% | |
| 4 | 2714 | 3.9% | |
| O | 1442 | 2.0% | |
| H | 1396 | 2.0% | |
| B | 1393 | 2.0% | |
| S | 1386 | 2.0% | |
| V | 1382 | 2.0% | |
| T | 1374 | 2.0% | |
| C | 1368 | 1.9% | |
| Z | 1368 | 1.9% | |
| K | 1363 | 1.9% | |
| F | 1363 | 1.9% | |
| L | 1363 | 1.9% | |
| E | 1361 | 1.9% | |
| N | 1361 | 1.9% | |
| D | 1357 | 1.9% | |
| Other values (12) | 15938 | 22.6% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 1 |
|---|
| Value | Count | Frequency (%) | |
| 1 | 7043 | 100.0% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| United States |
|---|
| Value | Count | Frequency (%) | |
| United States | 7043 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Most occurring characters
| Value | Count | Frequency (%) | |
| t | 21129 | 23.1% | |
| e | 14086 | 15.4% | |
| U | 7043 | 7.7% | |
| n | 7043 | 7.7% | |
| i | 7043 | 7.7% | |
| d | 7043 | 7.7% | |
| 7043 | 7.7% | ||
| S | 7043 | 7.7% | |
| a | 7043 | 7.7% | |
| s | 7043 | 7.7% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 70430 | 76.9% | |
| Uppercase Letter | 14086 | 15.4% | |
| Space Separator | 7043 | 7.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| U | 7043 | 50.0% | |
| S | 7043 | 50.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| t | 21129 | 30.0% | |
| e | 14086 | 20.0% | |
| n | 7043 | 10.0% | |
| i | 7043 | 10.0% | |
| d | 7043 | 10.0% | |
| a | 7043 | 10.0% | |
| s | 7043 | 10.0% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 7043 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 84516 | 92.3% | |
| Common | 7043 | 7.7% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| t | 21129 | 25.0% | |
| e | 14086 | 16.7% | |
| U | 7043 | 8.3% | |
| n | 7043 | 8.3% | |
| i | 7043 | 8.3% | |
| d | 7043 | 8.3% | |
| S | 7043 | 8.3% | |
| a | 7043 | 8.3% | |
| s | 7043 | 8.3% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 7043 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 91559 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| t | 21129 | 23.1% | |
| e | 14086 | 15.4% | |
| U | 7043 | 7.7% | |
| n | 7043 | 7.7% | |
| i | 7043 | 7.7% | |
| d | 7043 | 7.7% | |
| 7043 | 7.7% | ||
| S | 7043 | 7.7% | |
| a | 7043 | 7.7% | |
| s | 7043 | 7.7% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| California |
|---|
| Value | Count | Frequency (%) | |
| California | 7043 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Most occurring characters
| Value | Count | Frequency (%) | |
| a | 14086 | 20.0% | |
| i | 14086 | 20.0% | |
| C | 7043 | 10.0% | |
| l | 7043 | 10.0% | |
| f | 7043 | 10.0% | |
| o | 7043 | 10.0% | |
| r | 7043 | 10.0% | |
| n | 7043 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 63387 | 90.0% | |
| Uppercase Letter | 7043 | 10.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| C | 7043 | 100.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| a | 14086 | 22.2% | |
| i | 14086 | 22.2% | |
| l | 7043 | 11.1% | |
| f | 7043 | 11.1% | |
| o | 7043 | 11.1% | |
| r | 7043 | 11.1% | |
| n | 7043 | 11.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 70430 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| a | 14086 | 20.0% | |
| i | 14086 | 20.0% | |
| C | 7043 | 10.0% | |
| l | 7043 | 10.0% | |
| f | 7043 | 10.0% | |
| o | 7043 | 10.0% | |
| r | 7043 | 10.0% | |
| n | 7043 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 70430 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| a | 14086 | 20.0% | |
| i | 14086 | 20.0% | |
| C | 7043 | 10.0% | |
| l | 7043 | 10.0% | |
| f | 7043 | 10.0% | |
| o | 7043 | 10.0% | |
| r | 7043 | 10.0% | |
| n | 7043 | 10.0% |
| Distinct | 1129 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Los Angeles | 305 |
|---|---|
| San Diego | 150 |
| San Jose | 112 |
| Sacramento | 108 |
| San Francisco | 104 |
| Other values (1124) |
| Value | Count | Frequency (%) | |
| Los Angeles | 305 | 4.3% | |
| San Diego | 150 | 2.1% | |
| San Jose | 112 | 1.6% | |
| Sacramento | 108 | 1.5% | |
| San Francisco | 104 | 1.5% | |
| Fresno | 64 | 0.9% | |
| Long Beach | 60 | 0.9% | |
| Oakland | 52 | 0.7% | |
| Stockton | 44 | 0.6% | |
| Glendale | 40 | 0.6% | |
| Bakersfield | 40 | 0.6% | |
| Berkeley | 32 | 0.5% | |
| Riverside | 32 | 0.5% | |
| Whittier | 30 | 0.4% | |
| Pasadena | 30 | 0.4% | |
| Anaheim | 28 | 0.4% | |
| Santa Barbara | 28 | 0.4% | |
| Irvine | 28 | 0.4% | |
| Modesto | 28 | 0.4% | |
| San Bernardino | 28 | 0.4% | |
| Burbank | 25 | 0.4% | |
| Chula Vista | 25 | 0.4% | |
| Torrance | 25 | 0.4% | |
| Santa Monica | 25 | 0.4% | |
| Inglewood | 25 | 0.4% | |
| Other values (1104) | 5575 | 79.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 22 |
|---|---|
| Median length | 9 |
| Mean length | 9.223200341 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| a | 6951 | 10.7% | |
| e | 6152 | 9.5% | |
| n | 5117 | 7.9% | |
| o | 4943 | 7.6% | |
| l | 4007 | 6.2% | |
| r | 3649 | 5.6% | |
| i | 3371 | 5.2% | |
| 3276 | 5.0% | ||
| s | 2924 | 4.5% | |
| t | 2708 | 4.2% | |
| d | 1649 | 2.5% | |
| S | 1465 | 2.3% | |
| c | 1420 | 2.2% | |
| g | 1239 | 1.9% | |
| u | 1113 | 1.7% | |
| C | 1010 | 1.6% | |
| h | 1005 | 1.5% | |
| m | 975 | 1.5% | |
| y | 949 | 1.5% | |
| L | 901 | 1.4% | |
| B | 752 | 1.2% | |
| k | 750 | 1.2% | |
| A | 673 | 1.0% | |
| v | 659 | 1.0% | |
| M | 619 | 1.0% | |
| Other values (27) | 6682 | 10.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 51364 | 79.1% | |
| Uppercase Letter | 10319 | 15.9% | |
| Space Separator | 3276 | 5.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| S | 1465 | 14.2% | |
| C | 1010 | 9.8% | |
| L | 901 | 8.7% | |
| B | 752 | 7.3% | |
| A | 673 | 6.5% | |
| M | 619 | 6.0% | |
| P | 613 | 5.9% | |
| R | 456 | 4.4% | |
| F | 442 | 4.3% | |
| V | 420 | 4.1% | |
| D | 403 | 3.9% | |
| H | 401 | 3.9% | |
| G | 376 | 3.6% | |
| W | 303 | 2.9% | |
| O | 293 | 2.8% | |
| T | 270 | 2.6% | |
| N | 229 | 2.2% | |
| J | 197 | 1.9% | |
| E | 196 | 1.9% | |
| I | 122 | 1.2% | |
| K | 80 | 0.8% | |
| Y | 59 | 0.6% | |
| U | 22 | 0.2% | |
| Q | 13 | 0.1% | |
| Z | 4 | < 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| a | 6951 | 13.5% | |
| e | 6152 | 12.0% | |
| n | 5117 | 10.0% | |
| o | 4943 | 9.6% | |
| l | 4007 | 7.8% | |
| r | 3649 | 7.1% | |
| i | 3371 | 6.6% | |
| s | 2924 | 5.7% | |
| t | 2708 | 5.3% | |
| d | 1649 | 3.2% | |
| c | 1420 | 2.8% | |
| g | 1239 | 2.4% | |
| u | 1113 | 2.2% | |
| h | 1005 | 2.0% | |
| m | 975 | 1.9% | |
| y | 949 | 1.8% | |
| k | 750 | 1.5% | |
| v | 659 | 1.3% | |
| p | 508 | 1.0% | |
| w | 469 | 0.9% | |
| b | 392 | 0.8% | |
| f | 197 | 0.4% | |
| z | 88 | 0.2% | |
| j | 56 | 0.1% | |
| x | 49 | 0.1% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3276 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 61683 | 95.0% | |
| Common | 3276 | 5.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| a | 6951 | 11.3% | |
| e | 6152 | 10.0% | |
| n | 5117 | 8.3% | |
| o | 4943 | 8.0% | |
| l | 4007 | 6.5% | |
| r | 3649 | 5.9% | |
| i | 3371 | 5.5% | |
| s | 2924 | 4.7% | |
| t | 2708 | 4.4% | |
| d | 1649 | 2.7% | |
| S | 1465 | 2.4% | |
| c | 1420 | 2.3% | |
| g | 1239 | 2.0% | |
| u | 1113 | 1.8% | |
| C | 1010 | 1.6% | |
| h | 1005 | 1.6% | |
| m | 975 | 1.6% | |
| y | 949 | 1.5% | |
| L | 901 | 1.5% | |
| B | 752 | 1.2% | |
| k | 750 | 1.2% | |
| A | 673 | 1.1% | |
| v | 659 | 1.1% | |
| M | 619 | 1.0% | |
| P | 613 | 1.0% | |
| Other values (26) | 6069 | 9.8% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3276 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 64959 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| a | 6951 | 10.7% | |
| e | 6152 | 9.5% | |
| n | 5117 | 7.9% | |
| o | 4943 | 7.6% | |
| l | 4007 | 6.2% | |
| r | 3649 | 5.6% | |
| i | 3371 | 5.2% | |
| 3276 | 5.0% | ||
| s | 2924 | 4.5% | |
| t | 2708 | 4.2% | |
| d | 1649 | 2.5% | |
| S | 1465 | 2.3% | |
| c | 1420 | 2.2% | |
| g | 1239 | 1.9% | |
| u | 1113 | 1.7% | |
| C | 1010 | 1.6% | |
| h | 1005 | 1.5% | |
| m | 975 | 1.5% | |
| y | 949 | 1.5% | |
| L | 901 | 1.4% | |
| B | 752 | 1.2% | |
| k | 750 | 1.2% | |
| A | 673 | 1.0% | |
| v | 659 | 1.0% | |
| M | 619 | 1.0% | |
| Other values (27) | 6682 | 10.3% |
Zip Code
Real number (ℝ≥0)
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93521.96465 |
|---|---|
| Minimum | 90001 |
| Maximum | 96161 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 90001 |
|---|---|
| 5-th percentile | 90232 |
| Q1 | 92102 |
| median | 93552 |
| Q3 | 95351 |
| 95-th percentile | 96031 |
| Maximum | 96161 |
| Range | 6160 |
| Interquartile range (IQR) | 3249 |
Descriptive statistics
| Standard deviation | 1865.794555 |
|---|---|
| Coefficient of variation (CV) | 0.01995033533 |
| Kurtosis | -1.154042612 |
| Mean | 93521.96465 |
| Median Absolute Deviation (MAD) | 1641 |
| Skewness | -0.251463488 |
| Sum | 658675197 |
| Variance | 3481189.323 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 92139 | 5 | 0.1% | |
| 91306 | 5 | 0.1% | |
| 90602 | 5 | 0.1% | |
| 90502 | 5 | 0.1% | |
| 90402 | 5 | 0.1% | |
| 90302 | 5 | 0.1% | |
| 90290 | 5 | 0.1% | |
| 90278 | 5 | 0.1% | |
| 90274 | 5 | 0.1% | |
| 90270 | 5 | 0.1% | |
| 90266 | 5 | 0.1% | |
| 90262 | 5 | 0.1% | |
| 92307 | 5 | 0.1% | |
| 90254 | 5 | 0.1% | |
| 90250 | 5 | 0.1% | |
| 90242 | 5 | 0.1% | |
| 92283 | 5 | 0.1% | |
| 90230 | 5 | 0.1% | |
| 92275 | 5 | 0.1% | |
| 90222 | 5 | 0.1% | |
| 92267 | 5 | 0.1% | |
| 90606 | 5 | 0.1% | |
| 90630 | 5 | 0.1% | |
| 90638 | 5 | 0.1% | |
| 90822 | 5 | 0.1% | |
| Other values (1627) | 6918 | 98.2% |
| Value | Count | Frequency (%) | |
| 90001 | 5 | 0.1% | |
| 90002 | 5 | 0.1% | |
| 90003 | 5 | 0.1% | |
| 90004 | 5 | 0.1% | |
| 90005 | 5 | 0.1% | |
| 90006 | 5 | 0.1% | |
| 90007 | 5 | 0.1% | |
| 90008 | 5 | 0.1% | |
| 90010 | 5 | 0.1% | |
| 90011 | 5 | 0.1% |
| Value | Count | Frequency (%) | |
| 96161 | 4 | 0.1% | |
| 96150 | 4 | 0.1% | |
| 96148 | 4 | 0.1% | |
| 96146 | 4 | 0.1% | |
| 96145 | 4 | 0.1% | |
| 96143 | 4 | 0.1% | |
| 96142 | 4 | 0.1% | |
| 96141 | 4 | 0.1% | |
| 96140 | 4 | 0.1% | |
| 96137 | 4 | 0.1% |
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 34.1678, -116.86433 | 5 |
|---|---|
| 33.771612, -118.143866 | 5 |
| 33.86532, -118.396336 | 5 |
| 34.13658, -118.245839 | 5 |
| 34.027337, -118.28515 | 5 |
| Other values (1647) |
| Value | Count | Frequency (%) | |
| 34.1678, -116.86433 | 5 | 0.1% | |
| 33.771612, -118.143866 | 5 | 0.1% | |
| 33.86532, -118.396336 | 5 | 0.1% | |
| 34.13658, -118.245839 | 5 | 0.1% | |
| 34.027337, -118.28515 | 5 | 0.1% | |
| 34.127621, -117.717863 | 5 | 0.1% | |
| 32.578103, -117.012975 | 5 | 0.1% | |
| 34.052917, -118.255178 | 5 | 0.1% | |
| 34.370378, -118.504118 | 5 | 0.1% | |
| 34.281911, -118.556218 | 5 | 0.1% | |
| 33.362575, -117.299644 | 5 | 0.1% | |
| 34.202494, -118.448048 | 5 | 0.1% | |
| 34.146635, -118.139225 | 5 | 0.1% | |
| 34.199787, -118.68493 | 5 | 0.1% | |
| 34.147149, -118.463365 | 5 | 0.1% | |
| 33.998471, -117.973758 | 5 | 0.1% | |
| 33.840524, -118.148403 | 5 | 0.1% | |
| 33.850504, -118.039892 | 5 | 0.1% | |
| 34.001617, -118.222274 | 5 | 0.1% | |
| 32.770393, -115.60915 | 5 | 0.1% | |
| 34.076259, -118.310715 | 5 | 0.1% | |
| 32.811001, -115.152865 | 5 | 0.1% | |
| 32.579134, -117.119009 | 5 | 0.1% | |
| 34.099869, -118.326843 | 5 | 0.1% | |
| 34.178483, -118.431791 | 5 | 0.1% | |
| Other values (1627) | 6918 | 98.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 21.77708363 |
| Min length | 18 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 20397 | 13.3% | |
| 3 | 16446 | 10.7% | |
| . | 14086 | 9.2% | |
| 2 | 13706 | 8.9% | |
| 8 | 11002 | 7.2% | |
| 7 | 10782 | 7.0% | |
| 4 | 10512 | 6.9% | |
| 9 | 9545 | 6.2% | |
| 6 | 8950 | 5.8% | |
| 5 | 8675 | 5.7% | |
| 0 | 8146 | 5.3% | |
| , | 7043 | 4.6% | |
| 7043 | 4.6% | ||
| - | 7043 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 118161 | 77.0% | |
| Other Punctuation | 21129 | 13.8% | |
| Space Separator | 7043 | 4.6% | |
| Dash Punctuation | 7043 | 4.6% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 20397 | 17.3% | |
| 3 | 16446 | 13.9% | |
| 2 | 13706 | 11.6% | |
| 8 | 11002 | 9.3% | |
| 7 | 10782 | 9.1% | |
| 4 | 10512 | 8.9% | |
| 9 | 9545 | 8.1% | |
| 6 | 8950 | 7.6% | |
| 5 | 8675 | 7.3% | |
| 0 | 8146 | 6.9% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 14086 | 66.7% | |
| , | 7043 | 33.3% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 7043 | 100.0% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 7043 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 153376 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 20397 | 13.3% | |
| 3 | 16446 | 10.7% | |
| . | 14086 | 9.2% | |
| 2 | 13706 | 8.9% | |
| 8 | 11002 | 7.2% | |
| 7 | 10782 | 7.0% | |
| 4 | 10512 | 6.9% | |
| 9 | 9545 | 6.2% | |
| 6 | 8950 | 5.8% | |
| 5 | 8675 | 5.7% | |
| 0 | 8146 | 5.3% | |
| , | 7043 | 4.6% | |
| 7043 | 4.6% | ||
| - | 7043 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 153376 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 20397 | 13.3% | |
| 3 | 16446 | 10.7% | |
| . | 14086 | 9.2% | |
| 2 | 13706 | 8.9% | |
| 8 | 11002 | 7.2% | |
| 7 | 10782 | 7.0% | |
| 4 | 10512 | 6.9% | |
| 9 | 9545 | 6.2% | |
| 6 | 8950 | 5.8% | |
| 5 | 8675 | 5.7% | |
| 0 | 8146 | 5.3% | |
| , | 7043 | 4.6% | |
| 7043 | 4.6% | ||
| - | 7043 | 4.6% |
Latitude
Real number (ℝ≥0)
| Distinct | 1652 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.28244138 |
|---|---|
| Minimum | 32.555828 |
| Maximum | 41.962127 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 32.555828 |
|---|---|
| 5-th percentile | 32.980678 |
| Q1 | 34.030915 |
| median | 36.391777 |
| Q3 | 38.224869 |
| 95-th percentile | 40.557314 |
| Maximum | 41.962127 |
| Range | 9.406299 |
| Interquartile range (IQR) | 4.193954 |
Descriptive statistics
| Standard deviation | 2.45572259 |
|---|---|
| Coefficient of variation (CV) | 0.06768349913 |
| Kurtosis | -1.135607142 |
| Mean | 36.28244138 |
| Median Absolute Deviation (MAD) | 2.263493 |
| Skewness | 0.3038672929 |
| Sum | 255537.2346 |
| Variance | 6.030573437 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 34.231318 | 5 | 0.1% | |
| 34.195386 | 5 | 0.1% | |
| 32.785165 | 5 | 0.1% | |
| 34.14649 | 5 | 0.1% | |
| 32.99356 | 5 | 0.1% | |
| 33.079834 | 5 | 0.1% | |
| 33.119028 | 5 | 0.1% | |
| 34.102119 | 5 | 0.1% | |
| 33.771612 | 5 | 0.1% | |
| 34.457005 | 5 | 0.1% | |
| 34.097863 | 5 | 0.1% | |
| 34.137412 | 5 | 0.1% | |
| 33.044541 | 5 | 0.1% | |
| 32.762506 | 5 | 0.1% | |
| 34.2112 | 5 | 0.1% | |
| 34.043144 | 5 | 0.1% | |
| 34.172071 | 5 | 0.1% | |
| 34.066367 | 5 | 0.1% | |
| 33.88856 | 5 | 0.1% | |
| 32.886925 | 5 | 0.1% | |
| 32.697098 | 5 | 0.1% | |
| 34.018354 | 5 | 0.1% | |
| 33.215251 | 5 | 0.1% | |
| 34.167236 | 5 | 0.1% | |
| 33.936827 | 5 | 0.1% | |
| Other values (1627) | 6918 | 98.2% |
| Value | Count | Frequency (%) | |
| 32.555828 | 5 | 0.1% | |
| 32.578103 | 5 | 0.1% | |
| 32.579134 | 5 | 0.1% | |
| 32.587557 | 5 | 0.1% | |
| 32.605012 | 5 | 0.1% | |
| 32.607964 | 5 | 0.1% | |
| 32.619465 | 5 | 0.1% | |
| 32.622999 | 5 | 0.1% | |
| 32.636792 | 5 | 0.1% | |
| 32.64164 | 5 | 0.1% |
| Value | Count | Frequency (%) | |
| 41.962127 | 4 | 0.1% | |
| 41.950683 | 4 | 0.1% | |
| 41.949216 | 4 | 0.1% | |
| 41.932207 | 4 | 0.1% | |
| 41.924174 | 4 | 0.1% | |
| 41.867908 | 4 | 0.1% | |
| 41.831901 | 4 | 0.1% | |
| 41.816595 | 4 | 0.1% | |
| 41.813521 | 4 | 0.1% | |
| 41.769709 | 4 | 0.1% |
Longitude
Real number (ℝ)
| Distinct | 1651 |
|---|---|
| Distinct (%) | 23.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -119.7988801 |
|---|---|
| Minimum | -124.301372 |
| Maximum | -114.192901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | -124.301372 |
|---|---|
| 5-th percentile | -122.998726 |
| Q1 | -121.815412 |
| median | -119.730885 |
| Q3 | -118.043237 |
| 95-th percentile | -116.76058 |
| Maximum | -114.192901 |
| Range | 10.108471 |
| Interquartile range (IQR) | 3.772175 |
Descriptive statistics
| Standard deviation | 2.157889095 |
|---|---|
| Coefficient of variation (CV) | -0.01801259823 |
| Kurtosis | -1.136049757 |
| Mean | -119.7988801 |
| Median Absolute Deviation (MAD) | 1.824786 |
| Skewness | -0.04079238284 |
| Sum | -843743.5124 |
| Variance | 4.656485347 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -121.994813 | 8 | 0.1% | |
| -118.370442 | 5 | 0.1% | |
| -117.807874 | 5 | 0.1% | |
| -118.1486 | 5 | 0.1% | |
| -117.072619 | 5 | 0.1% | |
| -118.615583 | 5 | 0.1% | |
| -116.76058 | 5 | 0.1% | |
| -118.372498 | 5 | 0.1% | |
| -118.459472 | 5 | 0.1% | |
| -118.381061 | 5 | 0.1% | |
| -116.593456 | 5 | 0.1% | |
| -117.299644 | 5 | 0.1% | |
| -116.291089 | 5 | 0.1% | |
| -116.561917 | 5 | 0.1% | |
| -117.886844 | 5 | 0.1% | |
| -116.86433 | 5 | 0.1% | |
| -117.142454 | 5 | 0.1% | |
| -118.062611 | 5 | 0.1% | |
| -118.486056 | 5 | 0.1% | |
| -118.074071 | 5 | 0.1% | |
| -114.36514 | 5 | 0.1% | |
| -118.145959 | 5 | 0.1% | |
| -116.986079 | 5 | 0.1% | |
| -118.08263 | 5 | 0.1% | |
| -115.769773 | 5 | 0.1% | |
| Other values (1626) | 6915 | 98.2% |
| Value | Count | Frequency (%) | |
| -124.301372 | 4 | 0.1% | |
| -124.240051 | 4 | 0.1% | |
| -124.217378 | 4 | 0.1% | |
| -124.210902 | 4 | 0.1% | |
| -124.189977 | 4 | 0.1% | |
| -124.163234 | 4 | 0.1% | |
| -124.15428 | 4 | 0.1% | |
| -124.121504 | 4 | 0.1% | |
| -124.108897 | 4 | 0.1% | |
| -124.098739 | 4 | 0.1% |
| Value | Count | Frequency (%) | |
| -114.192901 | 5 | 0.1% | |
| -114.36514 | 5 | 0.1% | |
| -114.702256 | 4 | 0.1% | |
| -114.71612 | 5 | 0.1% | |
| -114.717964 | 5 | 0.1% | |
| -114.758334 | 5 | 0.1% | |
| -114.850784 | 5 | 0.1% | |
| -115.152865 | 5 | 0.1% | |
| -115.191857 | 5 | 0.1% | |
| -115.257009 | 5 | 0.1% |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Male | |
|---|---|
| Female |
| Value | Count | Frequency (%) | |
| Male | 3555 | 50.5% | |
| Female | 3488 | 49.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.990487008 |
| Min length | 4 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 10531 | 30.0% | |
| a | 7043 | 20.0% | |
| l | 7043 | 20.0% | |
| M | 3555 | 10.1% | |
| F | 3488 | 9.9% | |
| m | 3488 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 28105 | 80.0% | |
| Uppercase Letter | 7043 | 20.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 3555 | 50.5% | |
| F | 3488 | 49.5% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 10531 | 37.5% | |
| a | 7043 | 25.1% | |
| l | 7043 | 25.1% | |
| m | 3488 | 12.4% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 35148 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 10531 | 30.0% | |
| a | 7043 | 20.0% | |
| l | 7043 | 20.0% | |
| M | 3555 | 10.1% | |
| F | 3488 | 9.9% | |
| m | 3488 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 35148 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 10531 | 30.0% | |
| a | 7043 | 20.0% | |
| l | 7043 | 20.0% | |
| M | 3555 | 10.1% | |
| F | 3488 | 9.9% | |
| m | 3488 | 9.9% |
Senior Citizen
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 5901 | 83.8% | |
| Yes | 1142 | 16.2% |
Partner
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 3641 | 51.7% | |
| Yes | 3402 | 48.3% |
Dependents
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 5416 | 76.9% | |
| Yes | 1627 | 23.1% |
Tenure Months
Real number (ℝ≥0)
| Distinct | 73 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.37114866 |
|---|---|
| Minimum | 0 |
| Maximum | 72 |
| Zeros | 11 |
| Zeros (%) | 0.2% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 29 |
| Q3 | 55 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 24.55948102 |
|---|---|
| Coefficient of variation (CV) | 0.7586842618 |
| Kurtosis | -1.387371636 |
| Mean | 32.37114866 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 0.2395397496 |
| Sum | 227990 |
| Variance | 603.1681081 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 613 | 8.7% | |
| 72 | 362 | 5.1% | |
| 2 | 238 | 3.4% | |
| 3 | 200 | 2.8% | |
| 4 | 176 | 2.5% | |
| 71 | 170 | 2.4% | |
| 5 | 133 | 1.9% | |
| 7 | 131 | 1.9% | |
| 8 | 123 | 1.7% | |
| 70 | 119 | 1.7% | |
| 9 | 119 | 1.7% | |
| 12 | 117 | 1.7% | |
| 10 | 116 | 1.6% | |
| 6 | 110 | 1.6% | |
| 13 | 109 | 1.5% | |
| 68 | 100 | 1.4% | |
| 15 | 99 | 1.4% | |
| 11 | 99 | 1.4% | |
| 67 | 98 | 1.4% | |
| 18 | 97 | 1.4% | |
| 69 | 95 | 1.3% | |
| 24 | 94 | 1.3% | |
| 22 | 90 | 1.3% | |
| 66 | 89 | 1.3% | |
| 35 | 88 | 1.2% | |
| Other values (48) | 3258 | 46.3% |
| Value | Count | Frequency (%) | |
| 0 | 11 | 0.2% | |
| 1 | 613 | 8.7% | |
| 2 | 238 | 3.4% | |
| 3 | 200 | 2.8% | |
| 4 | 176 | 2.5% | |
| 5 | 133 | 1.9% | |
| 6 | 110 | 1.6% | |
| 7 | 131 | 1.9% | |
| 8 | 123 | 1.7% | |
| 9 | 119 | 1.7% |
| Value | Count | Frequency (%) | |
| 72 | 362 | 5.1% | |
| 71 | 170 | 2.4% | |
| 70 | 119 | 1.7% | |
| 69 | 95 | 1.3% | |
| 68 | 100 | 1.4% | |
| 67 | 98 | 1.4% | |
| 66 | 89 | 1.3% | |
| 65 | 76 | 1.1% | |
| 64 | 80 | 1.1% | |
| 63 | 72 | 1.0% |
Phone Service
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 6361 | 90.3% | |
| No | 682 | 9.7% |
Multiple Lines
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No phone service |
| Value | Count | Frequency (%) | |
| No | 3390 | 48.1% | |
| Yes | 2971 | 42.2% | |
| No phone service | 682 | 9.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 16 |
|---|---|
| Median length | 3 |
| Mean length | 3.777509584 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 5017 | 18.9% | |
| o | 4754 | 17.9% | |
| N | 4072 | 15.3% | |
| s | 3653 | 13.7% | |
| Y | 2971 | 11.2% | |
| 1364 | 5.1% | ||
| p | 682 | 2.6% | |
| h | 682 | 2.6% | |
| n | 682 | 2.6% | |
| r | 682 | 2.6% | |
| v | 682 | 2.6% | |
| i | 682 | 2.6% | |
| c | 682 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 18198 | 68.4% | |
| Uppercase Letter | 7043 | 26.5% | |
| Space Separator | 1364 | 5.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 4072 | 57.8% | |
| Y | 2971 | 42.2% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 5017 | 27.6% | |
| o | 4754 | 26.1% | |
| s | 3653 | 20.1% | |
| p | 682 | 3.7% | |
| h | 682 | 3.7% | |
| n | 682 | 3.7% | |
| r | 682 | 3.7% | |
| v | 682 | 3.7% | |
| i | 682 | 3.7% | |
| c | 682 | 3.7% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 1364 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 25241 | 94.9% | |
| Common | 1364 | 5.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 5017 | 19.9% | |
| o | 4754 | 18.8% | |
| N | 4072 | 16.1% | |
| s | 3653 | 14.5% | |
| Y | 2971 | 11.8% | |
| p | 682 | 2.7% | |
| h | 682 | 2.7% | |
| n | 682 | 2.7% | |
| r | 682 | 2.7% | |
| v | 682 | 2.7% | |
| i | 682 | 2.7% | |
| c | 682 | 2.7% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1364 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 26605 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 5017 | 18.9% | |
| o | 4754 | 17.9% | |
| N | 4072 | 15.3% | |
| s | 3653 | 13.7% | |
| Y | 2971 | 11.2% | |
| 1364 | 5.1% | ||
| p | 682 | 2.6% | |
| h | 682 | 2.6% | |
| n | 682 | 2.6% | |
| r | 682 | 2.6% | |
| v | 682 | 2.6% | |
| i | 682 | 2.6% | |
| c | 682 | 2.6% |
Internet Service
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Fiber optic | |
|---|---|
| DSL | |
| No |
| Value | Count | Frequency (%) | |
| Fiber optic | 3096 | 44.0% | |
| DSL | 2421 | 34.4% | |
| No | 1526 | 21.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 11 |
|---|---|
| Median length | 3 |
| Mean length | 6.300014198 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| i | 6192 | 14.0% | |
| o | 4622 | 10.4% | |
| F | 3096 | 7.0% | |
| b | 3096 | 7.0% | |
| e | 3096 | 7.0% | |
| r | 3096 | 7.0% | |
| 3096 | 7.0% | ||
| p | 3096 | 7.0% | |
| t | 3096 | 7.0% | |
| c | 3096 | 7.0% | |
| D | 2421 | 5.5% | |
| S | 2421 | 5.5% | |
| L | 2421 | 5.5% | |
| N | 1526 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 29390 | 66.2% | |
| Uppercase Letter | 11885 | 26.8% | |
| Space Separator | 3096 | 7.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| F | 3096 | 26.0% | |
| D | 2421 | 20.4% | |
| S | 2421 | 20.4% | |
| L | 2421 | 20.4% | |
| N | 1526 | 12.8% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| i | 6192 | 21.1% | |
| o | 4622 | 15.7% | |
| b | 3096 | 10.5% | |
| e | 3096 | 10.5% | |
| r | 3096 | 10.5% | |
| p | 3096 | 10.5% | |
| t | 3096 | 10.5% | |
| c | 3096 | 10.5% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3096 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 41275 | 93.0% | |
| Common | 3096 | 7.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| i | 6192 | 15.0% | |
| o | 4622 | 11.2% | |
| F | 3096 | 7.5% | |
| b | 3096 | 7.5% | |
| e | 3096 | 7.5% | |
| r | 3096 | 7.5% | |
| p | 3096 | 7.5% | |
| t | 3096 | 7.5% | |
| c | 3096 | 7.5% | |
| D | 2421 | 5.9% | |
| S | 2421 | 5.9% | |
| L | 2421 | 5.9% | |
| N | 1526 | 3.7% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3096 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 44371 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| i | 6192 | 14.0% | |
| o | 4622 | 10.4% | |
| F | 3096 | 7.0% | |
| b | 3096 | 7.0% | |
| e | 3096 | 7.0% | |
| r | 3096 | 7.0% | |
| 3096 | 7.0% | ||
| p | 3096 | 7.0% | |
| t | 3096 | 7.0% | |
| c | 3096 | 7.0% | |
| D | 2421 | 5.5% | |
| S | 2421 | 5.5% | |
| L | 2421 | 5.5% | |
| N | 1526 | 3.4% |
Online Security
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
| Value | Count | Frequency (%) | |
| No | 3498 | 49.7% | |
| Yes | 2019 | 28.7% | |
| No internet service | 1526 | 21.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 5.970041176 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 8123 | 19.3% | |
| N | 5024 | 11.9% | |
| o | 5024 | 11.9% | |
| s | 3545 | 8.4% | |
| 3052 | 7.3% | ||
| i | 3052 | 7.3% | |
| n | 3052 | 7.3% | |
| t | 3052 | 7.3% | |
| r | 3052 | 7.3% | |
| Y | 2019 | 4.8% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 31952 | 76.0% | |
| Uppercase Letter | 7043 | 16.8% | |
| Space Separator | 3052 | 7.3% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 5024 | 71.3% | |
| Y | 2019 | 28.7% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 8123 | 25.4% | |
| o | 5024 | 15.7% | |
| s | 3545 | 11.1% | |
| i | 3052 | 9.6% | |
| n | 3052 | 9.6% | |
| t | 3052 | 9.6% | |
| r | 3052 | 9.6% | |
| v | 1526 | 4.8% | |
| c | 1526 | 4.8% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 38995 | 92.7% | |
| Common | 3052 | 7.3% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 8123 | 20.8% | |
| N | 5024 | 12.9% | |
| o | 5024 | 12.9% | |
| s | 3545 | 9.1% | |
| i | 3052 | 7.8% | |
| n | 3052 | 7.8% | |
| t | 3052 | 7.8% | |
| r | 3052 | 7.8% | |
| Y | 2019 | 5.2% | |
| v | 1526 | 3.9% | |
| c | 1526 | 3.9% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 42047 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 8123 | 19.3% | |
| N | 5024 | 11.9% | |
| o | 5024 | 11.9% | |
| s | 3545 | 8.4% | |
| 3052 | 7.3% | ||
| i | 3052 | 7.3% | |
| n | 3052 | 7.3% | |
| t | 3052 | 7.3% | |
| r | 3052 | 7.3% | |
| Y | 2019 | 4.8% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Online Backup
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
| Value | Count | Frequency (%) | |
| No | 3088 | 43.8% | |
| Yes | 2429 | 34.5% | |
| No internet service | 1526 | 21.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.028255005 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 8533 | 20.1% | |
| N | 4614 | 10.9% | |
| o | 4614 | 10.9% | |
| s | 3955 | 9.3% | |
| 3052 | 7.2% | ||
| i | 3052 | 7.2% | |
| n | 3052 | 7.2% | |
| t | 3052 | 7.2% | |
| r | 3052 | 7.2% | |
| Y | 2429 | 5.7% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 32362 | 76.2% | |
| Uppercase Letter | 7043 | 16.6% | |
| Space Separator | 3052 | 7.2% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 4614 | 65.5% | |
| Y | 2429 | 34.5% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 8533 | 26.4% | |
| o | 4614 | 14.3% | |
| s | 3955 | 12.2% | |
| i | 3052 | 9.4% | |
| n | 3052 | 9.4% | |
| t | 3052 | 9.4% | |
| r | 3052 | 9.4% | |
| v | 1526 | 4.7% | |
| c | 1526 | 4.7% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 39405 | 92.8% | |
| Common | 3052 | 7.2% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 8533 | 21.7% | |
| N | 4614 | 11.7% | |
| o | 4614 | 11.7% | |
| s | 3955 | 10.0% | |
| i | 3052 | 7.7% | |
| n | 3052 | 7.7% | |
| t | 3052 | 7.7% | |
| r | 3052 | 7.7% | |
| Y | 2429 | 6.2% | |
| v | 1526 | 3.9% | |
| c | 1526 | 3.9% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 42457 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 8533 | 20.1% | |
| N | 4614 | 10.9% | |
| o | 4614 | 10.9% | |
| s | 3955 | 9.3% | |
| 3052 | 7.2% | ||
| i | 3052 | 7.2% | |
| n | 3052 | 7.2% | |
| t | 3052 | 7.2% | |
| r | 3052 | 7.2% | |
| Y | 2429 | 5.7% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Device Protection
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
| Value | Count | Frequency (%) | |
| No | 3095 | 43.9% | |
| Yes | 2422 | 34.4% | |
| No internet service | 1526 | 21.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.02726111 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 8526 | 20.1% | |
| N | 4621 | 10.9% | |
| o | 4621 | 10.9% | |
| s | 3948 | 9.3% | |
| 3052 | 7.2% | ||
| i | 3052 | 7.2% | |
| n | 3052 | 7.2% | |
| t | 3052 | 7.2% | |
| r | 3052 | 7.2% | |
| Y | 2422 | 5.7% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 32355 | 76.2% | |
| Uppercase Letter | 7043 | 16.6% | |
| Space Separator | 3052 | 7.2% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 4621 | 65.6% | |
| Y | 2422 | 34.4% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 8526 | 26.4% | |
| o | 4621 | 14.3% | |
| s | 3948 | 12.2% | |
| i | 3052 | 9.4% | |
| n | 3052 | 9.4% | |
| t | 3052 | 9.4% | |
| r | 3052 | 9.4% | |
| v | 1526 | 4.7% | |
| c | 1526 | 4.7% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 39398 | 92.8% | |
| Common | 3052 | 7.2% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 8526 | 21.6% | |
| N | 4621 | 11.7% | |
| o | 4621 | 11.7% | |
| s | 3948 | 10.0% | |
| i | 3052 | 7.7% | |
| n | 3052 | 7.7% | |
| t | 3052 | 7.7% | |
| r | 3052 | 7.7% | |
| Y | 2422 | 6.1% | |
| v | 1526 | 3.9% | |
| c | 1526 | 3.9% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 42450 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 8526 | 20.1% | |
| N | 4621 | 10.9% | |
| o | 4621 | 10.9% | |
| s | 3948 | 9.3% | |
| 3052 | 7.2% | ||
| i | 3052 | 7.2% | |
| n | 3052 | 7.2% | |
| t | 3052 | 7.2% | |
| r | 3052 | 7.2% | |
| Y | 2422 | 5.7% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Tech Support
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
| Value | Count | Frequency (%) | |
| No | 3473 | 49.3% | |
| Yes | 2044 | 29.0% | |
| No internet service | 1526 | 21.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 5.973590799 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 8148 | 19.4% | |
| N | 4999 | 11.9% | |
| o | 4999 | 11.9% | |
| s | 3570 | 8.5% | |
| 3052 | 7.3% | ||
| i | 3052 | 7.3% | |
| n | 3052 | 7.3% | |
| t | 3052 | 7.3% | |
| r | 3052 | 7.3% | |
| Y | 2044 | 4.9% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 31977 | 76.0% | |
| Uppercase Letter | 7043 | 16.7% | |
| Space Separator | 3052 | 7.3% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 4999 | 71.0% | |
| Y | 2044 | 29.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 8148 | 25.5% | |
| o | 4999 | 15.6% | |
| s | 3570 | 11.2% | |
| i | 3052 | 9.5% | |
| n | 3052 | 9.5% | |
| t | 3052 | 9.5% | |
| r | 3052 | 9.5% | |
| v | 1526 | 4.8% | |
| c | 1526 | 4.8% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 39020 | 92.7% | |
| Common | 3052 | 7.3% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 8148 | 20.9% | |
| N | 4999 | 12.8% | |
| o | 4999 | 12.8% | |
| s | 3570 | 9.1% | |
| i | 3052 | 7.8% | |
| n | 3052 | 7.8% | |
| t | 3052 | 7.8% | |
| r | 3052 | 7.8% | |
| Y | 2044 | 5.2% | |
| v | 1526 | 3.9% | |
| c | 1526 | 3.9% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 42072 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 8148 | 19.4% | |
| N | 4999 | 11.9% | |
| o | 4999 | 11.9% | |
| s | 3570 | 8.5% | |
| 3052 | 7.3% | ||
| i | 3052 | 7.3% | |
| n | 3052 | 7.3% | |
| t | 3052 | 7.3% | |
| r | 3052 | 7.3% | |
| Y | 2044 | 4.9% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Streaming TV
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
| Value | Count | Frequency (%) | |
| No | 2810 | 39.9% | |
| Yes | 2707 | 38.4% | |
| No internet service | 1526 | 21.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.067726821 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 8811 | 20.6% | |
| N | 4336 | 10.1% | |
| o | 4336 | 10.1% | |
| s | 4233 | 9.9% | |
| 3052 | 7.1% | ||
| i | 3052 | 7.1% | |
| n | 3052 | 7.1% | |
| t | 3052 | 7.1% | |
| r | 3052 | 7.1% | |
| Y | 2707 | 6.3% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 32640 | 76.4% | |
| Uppercase Letter | 7043 | 16.5% | |
| Space Separator | 3052 | 7.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 4336 | 61.6% | |
| Y | 2707 | 38.4% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 8811 | 27.0% | |
| o | 4336 | 13.3% | |
| s | 4233 | 13.0% | |
| i | 3052 | 9.4% | |
| n | 3052 | 9.4% | |
| t | 3052 | 9.4% | |
| r | 3052 | 9.4% | |
| v | 1526 | 4.7% | |
| c | 1526 | 4.7% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 39683 | 92.9% | |
| Common | 3052 | 7.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 8811 | 22.2% | |
| N | 4336 | 10.9% | |
| o | 4336 | 10.9% | |
| s | 4233 | 10.7% | |
| i | 3052 | 7.7% | |
| n | 3052 | 7.7% | |
| t | 3052 | 7.7% | |
| r | 3052 | 7.7% | |
| Y | 2707 | 6.8% | |
| v | 1526 | 3.8% | |
| c | 1526 | 3.8% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 42735 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 8811 | 20.6% | |
| N | 4336 | 10.1% | |
| o | 4336 | 10.1% | |
| s | 4233 | 9.9% | |
| 3052 | 7.1% | ||
| i | 3052 | 7.1% | |
| n | 3052 | 7.1% | |
| t | 3052 | 7.1% | |
| r | 3052 | 7.1% | |
| Y | 2707 | 6.3% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Streaming Movies
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes | |
| No internet service |
| Value | Count | Frequency (%) | |
| No | 2785 | 39.5% | |
| Yes | 2732 | 38.8% | |
| No internet service | 1526 | 21.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 6.071276445 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 8836 | 20.7% | |
| N | 4311 | 10.1% | |
| o | 4311 | 10.1% | |
| s | 4258 | 10.0% | |
| 3052 | 7.1% | ||
| i | 3052 | 7.1% | |
| n | 3052 | 7.1% | |
| t | 3052 | 7.1% | |
| r | 3052 | 7.1% | |
| Y | 2732 | 6.4% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 32665 | 76.4% | |
| Uppercase Letter | 7043 | 16.5% | |
| Space Separator | 3052 | 7.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 4311 | 61.2% | |
| Y | 2732 | 38.8% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 8836 | 27.1% | |
| o | 4311 | 13.2% | |
| s | 4258 | 13.0% | |
| i | 3052 | 9.3% | |
| n | 3052 | 9.3% | |
| t | 3052 | 9.3% | |
| r | 3052 | 9.3% | |
| v | 1526 | 4.7% | |
| c | 1526 | 4.7% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 39708 | 92.9% | |
| Common | 3052 | 7.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 8836 | 22.3% | |
| N | 4311 | 10.9% | |
| o | 4311 | 10.9% | |
| s | 4258 | 10.7% | |
| i | 3052 | 7.7% | |
| n | 3052 | 7.7% | |
| t | 3052 | 7.7% | |
| r | 3052 | 7.7% | |
| Y | 2732 | 6.9% | |
| v | 1526 | 3.8% | |
| c | 1526 | 3.8% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3052 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 42760 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 8836 | 20.7% | |
| N | 4311 | 10.1% | |
| o | 4311 | 10.1% | |
| s | 4258 | 10.0% | |
| 3052 | 7.1% | ||
| i | 3052 | 7.1% | |
| n | 3052 | 7.1% | |
| t | 3052 | 7.1% | |
| r | 3052 | 7.1% | |
| Y | 2732 | 6.4% | |
| v | 1526 | 3.6% | |
| c | 1526 | 3.6% |
Contract
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Month-to-month | |
|---|---|
| Two year | |
| One year |
| Value | Count | Frequency (%) | |
| Month-to-month | 3875 | 55.0% | |
| Two year | 1695 | 24.1% | |
| One year | 1473 | 20.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 11.30115008 |
| Min length | 8 |
Most occurring characters
| Value | Count | Frequency (%) | |
| o | 13320 | 16.7% | |
| t | 11625 | 14.6% | |
| n | 9223 | 11.6% | |
| h | 7750 | 9.7% | |
| - | 7750 | 9.7% | |
| e | 4641 | 5.8% | |
| M | 3875 | 4.9% | |
| m | 3875 | 4.9% | |
| 3168 | 4.0% | ||
| y | 3168 | 4.0% | |
| a | 3168 | 4.0% | |
| r | 3168 | 4.0% | |
| T | 1695 | 2.1% | |
| w | 1695 | 2.1% | |
| O | 1473 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 61633 | 77.4% | |
| Dash Punctuation | 7750 | 9.7% | |
| Uppercase Letter | 7043 | 8.8% | |
| Space Separator | 3168 | 4.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 3875 | 55.0% | |
| T | 1695 | 24.1% | |
| O | 1473 | 20.9% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| o | 13320 | 21.6% | |
| t | 11625 | 18.9% | |
| n | 9223 | 15.0% | |
| h | 7750 | 12.6% | |
| e | 4641 | 7.5% | |
| m | 3875 | 6.3% | |
| y | 3168 | 5.1% | |
| a | 3168 | 5.1% | |
| r | 3168 | 5.1% | |
| w | 1695 | 2.8% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 7750 | 100.0% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 3168 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 68676 | 86.3% | |
| Common | 10918 | 13.7% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| o | 13320 | 19.4% | |
| t | 11625 | 16.9% | |
| n | 9223 | 13.4% | |
| h | 7750 | 11.3% | |
| e | 4641 | 6.8% | |
| M | 3875 | 5.6% | |
| m | 3875 | 5.6% | |
| y | 3168 | 4.6% | |
| a | 3168 | 4.6% | |
| r | 3168 | 4.6% | |
| T | 1695 | 2.5% | |
| w | 1695 | 2.5% | |
| O | 1473 | 2.1% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| - | 7750 | 71.0% | |
| 3168 | 29.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 79594 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| o | 13320 | 16.7% | |
| t | 11625 | 14.6% | |
| n | 9223 | 11.6% | |
| h | 7750 | 9.7% | |
| - | 7750 | 9.7% | |
| e | 4641 | 5.8% | |
| M | 3875 | 4.9% | |
| m | 3875 | 4.9% | |
| 3168 | 4.0% | ||
| y | 3168 | 4.0% | |
| a | 3168 | 4.0% | |
| r | 3168 | 4.0% | |
| T | 1695 | 2.1% | |
| w | 1695 | 2.1% | |
| O | 1473 | 1.9% |
Paperless Billing
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 4171 | 59.2% | |
| No | 2872 | 40.8% |
Payment Method
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| Electronic check | |
|---|---|
| Mailed check | |
| Bank transfer (automatic) | |
| Credit card (automatic) |
| Value | Count | Frequency (%) | |
| Electronic check | 2365 | 33.6% | |
| Mailed check | 1612 | 22.9% | |
| Bank transfer (automatic) | 1544 | 21.9% | |
| Credit card (automatic) | 1522 | 21.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 25 |
|---|---|
| Median length | 16 |
| Mean length | 18.57021156 |
| Min length | 12 |
Most occurring characters
| Value | Count | Frequency (%) | |
| c | 17272 | 13.2% | |
| a | 12354 | 9.4% | |
| t | 11563 | 8.8% | |
| e | 11020 | 8.4% | |
| 10109 | 7.7% | ||
| i | 8565 | 6.5% | |
| r | 8497 | 6.5% | |
| k | 5521 | 4.2% | |
| n | 5453 | 4.2% | |
| o | 5431 | 4.2% | |
| d | 4656 | 3.6% | |
| l | 3977 | 3.0% | |
| h | 3977 | 3.0% | |
| ( | 3066 | 2.3% | |
| u | 3066 | 2.3% | |
| m | 3066 | 2.3% | |
| ) | 3066 | 2.3% | |
| E | 2365 | 1.8% | |
| M | 1612 | 1.2% | |
| B | 1544 | 1.2% | |
| s | 1544 | 1.2% | |
| f | 1544 | 1.2% | |
| C | 1522 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 107506 | 82.2% | |
| Space Separator | 10109 | 7.7% | |
| Uppercase Letter | 7043 | 5.4% | |
| Open Punctuation | 3066 | 2.3% | |
| Close Punctuation | 3066 | 2.3% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| E | 2365 | 33.6% | |
| M | 1612 | 22.9% | |
| B | 1544 | 21.9% | |
| C | 1522 | 21.6% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| c | 17272 | 16.1% | |
| a | 12354 | 11.5% | |
| t | 11563 | 10.8% | |
| e | 11020 | 10.3% | |
| i | 8565 | 8.0% | |
| r | 8497 | 7.9% | |
| k | 5521 | 5.1% | |
| n | 5453 | 5.1% | |
| o | 5431 | 5.1% | |
| d | 4656 | 4.3% | |
| l | 3977 | 3.7% | |
| h | 3977 | 3.7% | |
| u | 3066 | 2.9% | |
| m | 3066 | 2.9% | |
| s | 1544 | 1.4% | |
| f | 1544 | 1.4% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 10109 | 100.0% |
Most frequent Open Punctuation characters
| Value | Count | Frequency (%) | |
| ( | 3066 | 100.0% |
Most frequent Close Punctuation characters
| Value | Count | Frequency (%) | |
| ) | 3066 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 114549 | 87.6% | |
| Common | 16241 | 12.4% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| c | 17272 | 15.1% | |
| a | 12354 | 10.8% | |
| t | 11563 | 10.1% | |
| e | 11020 | 9.6% | |
| i | 8565 | 7.5% | |
| r | 8497 | 7.4% | |
| k | 5521 | 4.8% | |
| n | 5453 | 4.8% | |
| o | 5431 | 4.7% | |
| d | 4656 | 4.1% | |
| l | 3977 | 3.5% | |
| h | 3977 | 3.5% | |
| u | 3066 | 2.7% | |
| m | 3066 | 2.7% | |
| E | 2365 | 2.1% | |
| M | 1612 | 1.4% | |
| B | 1544 | 1.3% | |
| s | 1544 | 1.3% | |
| f | 1544 | 1.3% | |
| C | 1522 | 1.3% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 10109 | 62.2% | ||
| ( | 3066 | 18.9% | |
| ) | 3066 | 18.9% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 130790 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| c | 17272 | 13.2% | |
| a | 12354 | 9.4% | |
| t | 11563 | 8.8% | |
| e | 11020 | 8.4% | |
| 10109 | 7.7% | ||
| i | 8565 | 6.5% | |
| r | 8497 | 6.5% | |
| k | 5521 | 4.2% | |
| n | 5453 | 4.2% | |
| o | 5431 | 4.2% | |
| d | 4656 | 3.6% | |
| l | 3977 | 3.0% | |
| h | 3977 | 3.0% | |
| ( | 3066 | 2.3% | |
| u | 3066 | 2.3% | |
| m | 3066 | 2.3% | |
| ) | 3066 | 2.3% | |
| E | 2365 | 1.8% | |
| M | 1612 | 1.2% | |
| B | 1544 | 1.2% | |
| s | 1544 | 1.2% | |
| f | 1544 | 1.2% | |
| C | 1522 | 1.2% |
Monthly Charges
Real number (ℝ≥0)
| Distinct | 1585 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.76169246 |
|---|---|
| Minimum | 18.25 |
| Maximum | 118.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 18.25 |
|---|---|
| 5-th percentile | 19.65 |
| Q1 | 35.5 |
| median | 70.35 |
| Q3 | 89.85 |
| 95-th percentile | 107.4 |
| Maximum | 118.75 |
| Range | 100.5 |
| Interquartile range (IQR) | 54.35 |
Descriptive statistics
| Standard deviation | 30.0900471 |
|---|---|
| Coefficient of variation (CV) | 0.4646272504 |
| Kurtosis | -1.257259695 |
| Mean | 64.76169246 |
| Median Absolute Deviation (MAD) | 24.05 |
| Skewness | -0.2205244339 |
| Sum | 456116.6 |
| Variance | 905.4109343 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 20.05 | 61 | 0.9% | |
| 19.85 | 45 | 0.6% | |
| 19.95 | 44 | 0.6% | |
| 19.9 | 44 | 0.6% | |
| 20 | 43 | 0.6% | |
| 19.65 | 43 | 0.6% | |
| 19.7 | 43 | 0.6% | |
| 19.55 | 40 | 0.6% | |
| 20.15 | 40 | 0.6% | |
| 20.25 | 39 | 0.6% | |
| 19.75 | 39 | 0.6% | |
| 20.35 | 38 | 0.5% | |
| 19.8 | 38 | 0.5% | |
| 19.6 | 37 | 0.5% | |
| 20.1 | 37 | 0.5% | |
| 20.2 | 35 | 0.5% | |
| 19.5 | 32 | 0.5% | |
| 19.4 | 31 | 0.4% | |
| 20.45 | 31 | 0.4% | |
| 20.4 | 30 | 0.4% | |
| 20.3 | 28 | 0.4% | |
| 20.5 | 28 | 0.4% | |
| 19.45 | 28 | 0.4% | |
| 20.55 | 27 | 0.4% | |
| 19.35 | 25 | 0.4% | |
| Other values (1560) | 6117 | 86.9% |
| Value | Count | Frequency (%) | |
| 18.25 | 1 | < 0.1% | |
| 18.4 | 1 | < 0.1% | |
| 18.55 | 1 | < 0.1% | |
| 18.7 | 2 | < 0.1% | |
| 18.75 | 1 | < 0.1% | |
| 18.8 | 7 | 0.1% | |
| 18.85 | 5 | 0.1% | |
| 18.9 | 2 | < 0.1% | |
| 18.95 | 6 | 0.1% | |
| 19 | 7 | 0.1% |
| Value | Count | Frequency (%) | |
| 118.75 | 1 | < 0.1% | |
| 118.65 | 1 | < 0.1% | |
| 118.6 | 2 | < 0.1% | |
| 118.35 | 1 | < 0.1% | |
| 118.2 | 1 | < 0.1% | |
| 117.8 | 1 | < 0.1% | |
| 117.6 | 1 | < 0.1% | |
| 117.5 | 1 | < 0.1% | |
| 117.45 | 1 | < 0.1% | |
| 117.35 | 1 | < 0.1% |
Churn Label
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 5174 | 73.5% | |
| Yes | 1869 | 26.5% |
Churn Value
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.1 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 5174 | 73.5% | |
| 1 | 1869 | 26.5% |
Churn Score
Real number (ℝ≥0)
| Distinct | 85 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.69941786 |
|---|---|
| Minimum | 5 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 40 |
| median | 61 |
| Q3 | 75 |
| 95-th percentile | 94 |
| Maximum | 100 |
| Range | 95 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.52513068 |
|---|---|
| Coefficient of variation (CV) | 0.3667009225 |
| Kurtosis | -1.005679127 |
| Mean | 58.69941786 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | -0.08983998912 |
| Sum | 413420 |
| Variance | 463.3312507 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 80 | 151 | 2.1% | |
| 71 | 148 | 2.1% | |
| 77 | 145 | 2.1% | |
| 67 | 143 | 2.0% | |
| 68 | 141 | 2.0% | |
| 76 | 141 | 2.0% | |
| 69 | 140 | 2.0% | |
| 70 | 140 | 2.0% | |
| 78 | 138 | 2.0% | |
| 72 | 137 | 1.9% | |
| 65 | 136 | 1.9% | |
| 66 | 135 | 1.9% | |
| 75 | 129 | 1.8% | |
| 74 | 128 | 1.8% | |
| 79 | 126 | 1.8% | |
| 73 | 126 | 1.8% | |
| 59 | 104 | 1.5% | |
| 43 | 104 | 1.5% | |
| 46 | 101 | 1.4% | |
| 26 | 101 | 1.4% | |
| 54 | 96 | 1.4% | |
| 49 | 96 | 1.4% | |
| 38 | 96 | 1.4% | |
| 27 | 95 | 1.3% | |
| 33 | 92 | 1.3% | |
| Other values (60) | 3954 | 56.1% |
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 8 | 2 | < 0.1% | |
| 9 | 3 | < 0.1% | |
| 20 | 83 | 1.2% | |
| 21 | 84 | 1.2% | |
| 22 | 82 | 1.2% | |
| 23 | 78 | 1.1% | |
| 24 | 86 | 1.2% | |
| 25 | 85 | 1.2% |
| Value | Count | Frequency (%) | |
| 100 | 50 | 0.7% | |
| 99 | 54 | 0.8% | |
| 98 | 50 | 0.7% | |
| 97 | 64 | 0.9% | |
| 96 | 52 | 0.7% | |
| 95 | 43 | 0.6% | |
| 94 | 46 | 0.7% | |
| 93 | 47 | 0.7% | |
| 92 | 48 | 0.7% | |
| 91 | 45 | 0.6% |
CLTV
Real number (ℝ≥0)
| Distinct | 3438 |
|---|---|
| Distinct (%) | 48.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4400.295755 |
|---|---|
| Minimum | 2003 |
| Maximum | 6500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.1 KiB |
Quantile statistics
| Minimum | 2003 |
|---|---|
| 5-th percentile | 2296 |
| Q1 | 3469 |
| median | 4527 |
| Q3 | 5380.5 |
| 95-th percentile | 6087 |
| Maximum | 6500 |
| Range | 4497 |
| Interquartile range (IQR) | 1911.5 |
Descriptive statistics
| Standard deviation | 1183.057152 |
|---|---|
| Coefficient of variation (CV) | 0.2688585536 |
| Kurtosis | -0.934032483 |
| Mean | 4400.295755 |
| Median Absolute Deviation (MAD) | 922 |
| Skewness | -0.3116021004 |
| Sum | 30991283 |
| Variance | 1399624.225 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5546 | 8 | 0.1% | |
| 4741 | 7 | 0.1% | |
| 5137 | 7 | 0.1% | |
| 2269 | 7 | 0.1% | |
| 4115 | 7 | 0.1% | |
| 4745 | 7 | 0.1% | |
| 5461 | 7 | 0.1% | |
| 4369 | 7 | 0.1% | |
| 5092 | 7 | 0.1% | |
| 5527 | 7 | 0.1% | |
| 5915 | 7 | 0.1% | |
| 5707 | 6 | 0.1% | |
| 5154 | 6 | 0.1% | |
| 5824 | 6 | 0.1% | |
| 5172 | 6 | 0.1% | |
| 4535 | 6 | 0.1% | |
| 5225 | 6 | 0.1% | |
| 5597 | 6 | 0.1% | |
| 4235 | 6 | 0.1% | |
| 4556 | 6 | 0.1% | |
| 4778 | 6 | 0.1% | |
| 4580 | 6 | 0.1% | |
| 5750 | 6 | 0.1% | |
| 4099 | 6 | 0.1% | |
| 4120 | 6 | 0.1% | |
| Other values (3413) | 6881 | 97.7% |
| Value | Count | Frequency (%) | |
| 2003 | 3 | < 0.1% | |
| 2004 | 3 | < 0.1% | |
| 2006 | 1 | < 0.1% | |
| 2007 | 4 | 0.1% | |
| 2008 | 1 | < 0.1% | |
| 2009 | 2 | < 0.1% | |
| 2010 | 3 | < 0.1% | |
| 2011 | 2 | < 0.1% | |
| 2013 | 2 | < 0.1% | |
| 2014 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6500 | 1 | < 0.1% | |
| 6499 | 2 | < 0.1% | |
| 6495 | 1 | < 0.1% | |
| 6494 | 2 | < 0.1% | |
| 6492 | 3 | < 0.1% | |
| 6491 | 1 | < 0.1% | |
| 6490 | 1 | < 0.1% | |
| 6489 | 1 | < 0.1% | |
| 6488 | 1 | < 0.1% | |
| 6487 | 2 | < 0.1% |
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 5174 |
| Missing (%) | 73.5% |
| Memory size | 55.1 KiB |
| Attitude of support person | |
|---|---|
| Competitor offered higher download speeds | |
| Competitor offered more data | |
| Don't know | |
| Competitor made better offer | |
| Other values (15) |
| Value | Count | Frequency (%) | |
| Attitude of support person | 192 | 2.7% | |
| Competitor offered higher download speeds | 189 | 2.7% | |
| Competitor offered more data | 162 | 2.3% | |
| Don't know | 154 | 2.2% | |
| Competitor made better offer | 140 | 2.0% | |
| Attitude of service provider | 135 | 1.9% | |
| Competitor had better devices | 130 | 1.8% | |
| Network reliability | 103 | 1.5% | |
| Product dissatisfaction | 102 | 1.4% | |
| Price too high | 98 | 1.4% | |
| Service dissatisfaction | 89 | 1.3% | |
| Lack of self-service on Website | 88 | 1.2% | |
| Extra data charges | 57 | 0.8% | |
| Moved | 53 | 0.8% | |
| Limited range of services | 44 | 0.6% | |
| Long distance charges | 44 | 0.6% | |
| Lack of affordable download/upload speed | 44 | 0.6% | |
| Poor expertise of phone support | 20 | 0.3% | |
| Poor expertise of online support | 19 | 0.3% | |
| Deceased | 6 | 0.1% | |
| (Missing) | 5174 | 73.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 41 |
|---|---|
| Median length | 3 |
| Mean length | 8.889677694 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| n | 11550 | 18.4% | |
| a | 7116 | 11.4% | |
| e | 5658 | 9.0% | |
| o | 4751 | 7.6% | |
| 4695 | 7.5% | ||
| t | 4427 | 7.1% | |
| r | 3512 | 5.6% | |
| i | 3114 | 5.0% | |
| d | 2659 | 4.2% | |
| s | 2225 | 3.6% | |
| f | 1891 | 3.0% | |
| p | 1746 | 2.8% | |
| c | 1160 | 1.9% | |
| m | 967 | 1.5% | |
| h | 825 | 1.3% | |
| u | 704 | 1.1% | |
| v | 674 | 1.1% | |
| l | 634 | 1.0% | |
| C | 621 | 1.0% | |
| b | 505 | 0.8% | |
| w | 490 | 0.8% | |
| g | 476 | 0.8% | |
| k | 389 | 0.6% | |
| A | 327 | 0.5% | |
| P | 239 | 0.4% | |
| Other values (12) | 1255 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 55672 | 88.9% | |
| Space Separator | 4695 | 7.5% | |
| Uppercase Letter | 1957 | 3.1% | |
| Other Punctuation | 198 | 0.3% | |
| Dash Punctuation | 88 | 0.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| C | 621 | 31.7% | |
| A | 327 | 16.7% | |
| P | 239 | 12.2% | |
| L | 220 | 11.2% | |
| D | 160 | 8.2% | |
| N | 103 | 5.3% | |
| S | 89 | 4.5% | |
| W | 88 | 4.5% | |
| E | 57 | 2.9% | |
| M | 53 | 2.7% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 11550 | 20.7% | |
| a | 7116 | 12.8% | |
| e | 5658 | 10.2% | |
| o | 4751 | 8.5% | |
| t | 4427 | 8.0% | |
| r | 3512 | 6.3% | |
| i | 3114 | 5.6% | |
| d | 2659 | 4.8% | |
| s | 2225 | 4.0% | |
| f | 1891 | 3.4% | |
| p | 1746 | 3.1% | |
| c | 1160 | 2.1% | |
| m | 967 | 1.7% | |
| h | 825 | 1.5% | |
| u | 704 | 1.3% | |
| v | 674 | 1.2% | |
| l | 634 | 1.1% | |
| b | 505 | 0.9% | |
| w | 490 | 0.9% | |
| g | 476 | 0.9% | |
| k | 389 | 0.7% | |
| y | 103 | 0.2% | |
| x | 96 | 0.2% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 4695 | 100.0% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 88 | 100.0% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| ' | 154 | 77.8% | |
| / | 44 | 22.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 57629 | 92.0% | |
| Common | 4981 | 8.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 11550 | 20.0% | |
| a | 7116 | 12.3% | |
| e | 5658 | 9.8% | |
| o | 4751 | 8.2% | |
| t | 4427 | 7.7% | |
| r | 3512 | 6.1% | |
| i | 3114 | 5.4% | |
| d | 2659 | 4.6% | |
| s | 2225 | 3.9% | |
| f | 1891 | 3.3% | |
| p | 1746 | 3.0% | |
| c | 1160 | 2.0% | |
| m | 967 | 1.7% | |
| h | 825 | 1.4% | |
| u | 704 | 1.2% | |
| v | 674 | 1.2% | |
| l | 634 | 1.1% | |
| C | 621 | 1.1% | |
| b | 505 | 0.9% | |
| w | 490 | 0.9% | |
| g | 476 | 0.8% | |
| k | 389 | 0.7% | |
| A | 327 | 0.6% | |
| P | 239 | 0.4% | |
| L | 220 | 0.4% | |
| Other values (8) | 749 | 1.3% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 4695 | 94.3% | ||
| ' | 154 | 3.1% | |
| - | 88 | 1.8% | |
| / | 44 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 62610 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| n | 11550 | 18.4% | |
| a | 7116 | 11.4% | |
| e | 5658 | 9.0% | |
| o | 4751 | 7.6% | |
| 4695 | 7.5% | ||
| t | 4427 | 7.1% | |
| r | 3512 | 5.6% | |
| i | 3114 | 5.0% | |
| d | 2659 | 4.2% | |
| s | 2225 | 3.6% | |
| f | 1891 | 3.0% | |
| p | 1746 | 2.8% | |
| c | 1160 | 1.9% | |
| m | 967 | 1.5% | |
| h | 825 | 1.3% | |
| u | 704 | 1.1% | |
| v | 674 | 1.1% | |
| l | 634 | 1.0% | |
| C | 621 | 1.0% | |
| b | 505 | 0.8% | |
| w | 490 | 0.8% | |
| g | 476 | 0.8% | |
| k | 389 | 0.6% | |
| A | 327 | 0.5% | |
| P | 239 | 0.4% | |
| Other values (12) | 1255 | 2.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| CustomerID | Count | Country | State | City | Zip Code | Lat Long | Latitude | Longitude | Gender | Senior Citizen | Partner | Dependents | Tenure Months | Phone Service | Multiple Lines | Internet Service | Online Security | Online Backup | Device Protection | Tech Support | Streaming TV | Streaming Movies | Contract | Paperless Billing | Payment Method | Monthly Charges | Total Charges | Churn Label | Churn Value | Churn Score | CLTV | Churn Reason | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3668-QPYBK | 1 | United States | California | Los Angeles | 90003 | 33.964131, -118.272783 | 33.964131 | -118.272783 | Male | No | No | No | 2 | Yes | No | DSL | Yes | Yes | No | No | No | No | Month-to-month | Yes | Mailed check | 53.85 | 108.15 | Yes | 1 | 86 | 3239 | Competitor made better offer |
| 1 | 9237-HQITU | 1 | United States | California | Los Angeles | 90005 | 34.059281, -118.30742 | 34.059281 | -118.307420 | Female | No | No | Yes | 2 | Yes | No | Fiber optic | No | No | No | No | No | No | Month-to-month | Yes | Electronic check | 70.70 | 151.65 | Yes | 1 | 67 | 2701 | Moved |
| 2 | 9305-CDSKC | 1 | United States | California | Los Angeles | 90006 | 34.048013, -118.293953 | 34.048013 | -118.293953 | Female | No | No | Yes | 8 | Yes | Yes | Fiber optic | No | No | Yes | No | Yes | Yes | Month-to-month | Yes | Electronic check | 99.65 | 820.5 | Yes | 1 | 86 | 5372 | Moved |
| 3 | 7892-POOKP | 1 | United States | California | Los Angeles | 90010 | 34.062125, -118.315709 | 34.062125 | -118.315709 | Female | No | Yes | Yes | 28 | Yes | Yes | Fiber optic | No | No | Yes | Yes | Yes | Yes | Month-to-month | Yes | Electronic check | 104.80 | 3046.05 | Yes | 1 | 84 | 5003 | Moved |
| 4 | 0280-XJGEX | 1 | United States | California | Los Angeles | 90015 | 34.039224, -118.266293 | 34.039224 | -118.266293 | Male | No | No | Yes | 49 | Yes | Yes | Fiber optic | No | Yes | Yes | No | Yes | Yes | Month-to-month | Yes | Bank transfer (automatic) | 103.70 | 5036.3 | Yes | 1 | 89 | 5340 | Competitor had better devices |
| 5 | 4190-MFLUW | 1 | United States | California | Los Angeles | 90020 | 34.066367, -118.309868 | 34.066367 | -118.309868 | Female | No | Yes | No | 10 | Yes | No | DSL | No | No | Yes | Yes | No | No | Month-to-month | No | Credit card (automatic) | 55.20 | 528.35 | Yes | 1 | 78 | 5925 | Competitor offered higher download speeds |
| 6 | 8779-QRDMV | 1 | United States | California | Los Angeles | 90022 | 34.02381, -118.156582 | 34.023810 | -118.156582 | Male | Yes | No | No | 1 | No | No phone service | DSL | No | No | Yes | No | No | Yes | Month-to-month | Yes | Electronic check | 39.65 | 39.65 | Yes | 1 | 100 | 5433 | Competitor offered more data |
| 7 | 1066-JKSGK | 1 | United States | California | Los Angeles | 90024 | 34.066303, -118.435479 | 34.066303 | -118.435479 | Male | No | No | No | 1 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | No | Mailed check | 20.15 | 20.15 | Yes | 1 | 92 | 4832 | Competitor made better offer |
| 8 | 6467-CHFZW | 1 | United States | California | Los Angeles | 90028 | 34.099869, -118.326843 | 34.099869 | -118.326843 | Male | No | Yes | Yes | 47 | Yes | Yes | Fiber optic | No | Yes | No | No | Yes | Yes | Month-to-month | Yes | Electronic check | 99.35 | 4749.15 | Yes | 1 | 77 | 5789 | Competitor had better devices |
| 9 | 8665-UTDHZ | 1 | United States | California | Los Angeles | 90029 | 34.089953, -118.294824 | 34.089953 | -118.294824 | Male | No | Yes | No | 1 | No | No phone service | DSL | No | Yes | No | No | No | No | Month-to-month | No | Electronic check | 30.20 | 30.2 | Yes | 1 | 97 | 2915 | Competitor had better devices |
Last rows
| CustomerID | Count | Country | State | City | Zip Code | Lat Long | Latitude | Longitude | Gender | Senior Citizen | Partner | Dependents | Tenure Months | Phone Service | Multiple Lines | Internet Service | Online Security | Online Backup | Device Protection | Tech Support | Streaming TV | Streaming Movies | Contract | Paperless Billing | Payment Method | Monthly Charges | Total Charges | Churn Label | Churn Value | Churn Score | CLTV | Churn Reason | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7033 | 0871-OPBXW | 1 | United States | California | Twentynine Palms | 92277 | 34.17211, -115.769773 | 34.172110 | -115.769773 | Female | No | No | No | 2 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Month-to-month | Yes | Mailed check | 20.05 | 39.25 | No | 0 | 80 | 5191 | NaN |
| 7034 | 3605-JISKB | 1 | United States | California | Twentynine Palms | 92278 | 34.457829, -116.139589 | 34.457829 | -116.139589 | Male | Yes | Yes | No | 55 | Yes | Yes | DSL | Yes | Yes | No | No | No | No | One year | No | Credit card (automatic) | 60.00 | 3316.1 | No | 0 | 71 | 4212 | NaN |
| 7035 | 9767-FFLEM | 1 | United States | California | Westmorland | 92281 | 33.03679, -115.60503 | 33.036790 | -115.605030 | Male | No | No | No | 38 | Yes | No | Fiber optic | No | No | No | No | No | No | Month-to-month | Yes | Credit card (automatic) | 69.50 | 2625.25 | No | 0 | 35 | 4591 | NaN |
| 7036 | 8456-QDAVC | 1 | United States | California | Winterhaven | 92283 | 32.852947, -114.850784 | 32.852947 | -114.850784 | Male | No | No | No | 19 | Yes | No | Fiber optic | No | No | No | No | Yes | No | Month-to-month | Yes | Bank transfer (automatic) | 78.70 | 1495.1 | No | 0 | 20 | 2464 | NaN |
| 7037 | 7750-EYXWZ | 1 | United States | California | Yucca Valley | 92284 | 34.159534, -116.425984 | 34.159534 | -116.425984 | Female | No | No | No | 12 | No | No phone service | DSL | No | Yes | Yes | Yes | Yes | Yes | One year | No | Electronic check | 60.65 | 743.3 | No | 0 | 24 | 3740 | NaN |
| 7038 | 2569-WGERO | 1 | United States | California | Landers | 92285 | 34.341737, -116.539416 | 34.341737 | -116.539416 | Female | No | No | No | 72 | Yes | No | No | No internet service | No internet service | No internet service | No internet service | No internet service | No internet service | Two year | Yes | Bank transfer (automatic) | 21.15 | 1419.4 | No | 0 | 45 | 5306 | NaN |
| 7039 | 6840-RESVB | 1 | United States | California | Adelanto | 92301 | 34.667815, -117.536183 | 34.667815 | -117.536183 | Male | No | Yes | Yes | 24 | Yes | Yes | DSL | Yes | No | Yes | Yes | Yes | Yes | One year | Yes | Mailed check | 84.80 | 1990.5 | No | 0 | 59 | 2140 | NaN |
| 7040 | 2234-XADUH | 1 | United States | California | Amboy | 92304 | 34.559882, -115.637164 | 34.559882 | -115.637164 | Female | No | Yes | Yes | 72 | Yes | Yes | Fiber optic | No | Yes | Yes | No | Yes | Yes | One year | Yes | Credit card (automatic) | 103.20 | 7362.9 | No | 0 | 71 | 5560 | NaN |
| 7041 | 4801-JZAZL | 1 | United States | California | Angelus Oaks | 92305 | 34.1678, -116.86433 | 34.167800 | -116.864330 | Female | No | Yes | Yes | 11 | No | No phone service | DSL | Yes | No | No | No | No | No | Month-to-month | Yes | Electronic check | 29.60 | 346.45 | No | 0 | 59 | 2793 | NaN |
| 7042 | 3186-AJIEK | 1 | United States | California | Apple Valley | 92308 | 34.424926, -117.184503 | 34.424926 | -117.184503 | Male | No | No | No | 66 | Yes | No | Fiber optic | Yes | No | Yes | Yes | Yes | Yes | Two year | Yes | Bank transfer (automatic) | 105.65 | 6844.5 | No | 0 | 38 | 5097 | NaN |